Don't Onboard Experts Like Beginners

The biggest onboarding mistake I see PMs make with research tools is treating a senior scientist like a novice. A 20-step coach-mark tour that blocks the screen is insulting to someone who already understands their domain deeply — they'll dismiss it and you'll have spent your one first impression on friction. Expert users don't need to be taught what a query is; they need to learn how your specific product expresses the concepts they already know. So I design first-run onboarding to map their existing mental model onto your interface, fast. That usually means letting them get to real work in seconds, ideally with their own or a realistic sample dataset, instead of a sterile tutorial sandbox. It means contextual, dismissible hints exactly where a feature lives, not upfront. And it means surfacing the power features early — the advanced filters, the keyboard shortcuts, the saved queries — because those are precisely what convince an expert this tool respects their time. For a PM, the metric that matters isn't tour completion; it's time-to-first-real-result and whether that researcher comes back. I also design for the busy-senior-researcher reality: onboarding should tolerate being abandoned and resumed, because these users get pulled away constantly. Respect their expertise, and they'll invest in learning the rest themselves.